A Comparative Analysis and Study of Multiview CNN Models for Joint Object Categorization and Pose Estimation

A Comparative Analysis and Study of Multiview CNN Models for Joint Object Categorization and Pose Estimation Supplementary Materials

Convolutional Models for Joint Object Categorization and Pose Estimation

In the task of Object Recognition, there exists a dichotomy between the categorization of objects and estimating object pose, where the former necessitates a view-invariant representation, while the latter requires a representation capable of capturing pose information over different categories of objects. With the rise of deep architectures, the prime focus has been on object category recognit...

Human 3D Pose Estimation and Activity Recognition from Multi-View Videos: Comparative Explorations of Recent Developments

This paper presents a review and comparative study of recent multi-view approaches for human 3D pose estimation and activity recognition. We discuss the application domain of human pose estimation and activity recognition and the associated requirements, covering: advanced Human-Computer Interaction (HCI), assisted living, gesture-based interactive games, intelligent driver assistance systems, ...

The challenge of simultaneous object detection and pose estimation: a comparative study

Detecting objects and estimating their pose remains as one of the major challenges of the computer vision research community. There exists a compromise between localizing the objects and estimating their viewpoints. The detector ideally needs to be viewinvariant, while the pose estimation process should be able to generalize towards the category-level. This work is an exploration of using deep ...

Comparative study of predictive ability of AIDS incidence in HIV positive people using Markov model according to two criteria, WHO and CDC in CD4 cell categorization

Background: The Multi state Markov models have extensively application with categorization of laboratory marker of CD4 cells for evaluation of HIV disease progression. These models with different states result in different effects of covariates and prediction of HIV disease trend. The main purpose of this study was comparison of four and five states models with the three- state in order to sele...